AI Operations · Research & Content Systems
AI Operations Specialist
I design human-directed, AI-assisted systems for research, workflow, documentation, quality assurance, and digital production.
Professional positioning
I translate ambiguous goals into bounded workflows with explicit research rules, review points, documentation, and quality controls. The work shown here demonstrates AI operations, research operations, project coordination, content systems, and responsible AI use.
I build inspectable systems that connect decisions to evidence and carry work from a defined question to a review-ready handoff.
Featured project
A local-first operating system that connects research, claims governance, content planning, quality assurance, professional documentation, and preserved evidence.
The demonstration topic examines how AI is changing luxury real-estate marketing while keeping capability claims separate from outcome claims.
Read the full case study →Evidence boundary: Verified project-process metrics; no business-impact result is claimed.
My role
Workflow
Research & evidence
AI is expanding workflow capabilities in copy assistance, virtual staging, media packaging, video extension, natural-language search, lead follow-up, and preference-aware content.
The locked research does not support a universal conclusion that AI improves luxury sale price, conversion, time on market, sales volume, or revenue.
Sources were assessed, claims were assigned eligibility states, conflicts were retained, limitations were documented, and only approved-for-drafting claims entered narrative work.
National Association of REALTORS® · Adoption evidence with disclosed survey methodology and mixed reported impact.
Zillow Group · Current product evidence for optional AI-assisted virtual staging workflows.
U.S. Department of Housing and Urban Development · Primary federal guidance on fair-housing risk in digital housing advertising.
U.S. Copyright Office · Primary guidance on human authorship and copyrightability of AI-assisted work.
National Bureau of Economic Research · Research evidence showing that virtual-tour effects vary by context.
Selected references only. Links point to original sources; third-party source content is not republished here.
Professional capabilities
Bounded AI assistance, human authority, structured generation, and controlled review.
Source assessment, claim eligibility, conflict handling, and evidence traceability.
Requirements, workflow, decisions, risks, milestones, and durable handoffs.
Validation, approval boundaries, evidence maturity, rights, and responsible-use controls.
Research-to-content planning, multi-format adaptation, and production coordination.
SOPs, executive summaries, case studies, status records, and reusable templates.
Résumé & downloads
A focused, ATS-oriented résumé and recruiter case study based only on demonstrated project work.
AI-Assisted Content Research and Production System · Independent Portfolio Project
Release candidate downloads · Approved materials · Not deployed
Contact & professional links
AI Operations Specialist focused on research and content systems, workflow design, AI-assisted production, project coordination, and quality assurance.